Pandas Post Profiling Report

Dataset statistics

Number of variables	30
Number of observations	23190
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.3 MiB
Average record size in memory	240.0 B

Variable types

NUM	17
CAT	10
BOOL	3

Reproduction

Analysis started	2020-10-05 02:30:57.639477
Analysis finished	2020-10-05 02:31:40.284517
Duration	42.65 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

Warnings

`df_index` has unique values	Unique
`EducationField` has 441 (1.9%) zeros	Zeros
`JobRole` has 2077 (9.0%) zeros	Zeros
`NumCompaniesWorked` has 3144 (13.6%) zeros	Zeros
`TrainingTimesLastYear` has 854 (3.7%) zeros	Zeros
`YearsInCurrentRole` has 3877 (16.7%) zeros	Zeros
`YearsSinceLastPromotion` has 9178 (39.6%) zeros	Zeros
`Employee Source` has 2103 (9.1%) zeros	Zeros

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct count	23190
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11705.134497628289
Minimum	0
Maximum	23432
Zeros	1
Zeros (%)	< 0.1%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1180.45
Q1	5850.25
median	11698.5
Q3	17554.75
95-th percentile	22249.55
Maximum	23432
Range	23432
Interquartile range (IQR)	11704.5

Descriptive statistics

Standard deviation	6756.345413
Coefficient of variation (CV)	0.5772121127
Kurtosis	-1.199413381
Mean	11705.1345
Median Absolute Deviation (MAD)	5852.5
Skewness	0.001987364125
Sum	271442069
Variance	45648203.34

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2047	1	< 0.1%
19084	1	< 0.1%
23182	1	< 0.1%
21135	1	< 0.1%
10896	1	< 0.1%
8849	1	< 0.1%
14994	1	< 0.1%
12947	1	< 0.1%
2708	1	< 0.1%
661	1	< 0.1%
6806	1	< 0.1%
4759	1	< 0.1%
19100	1	< 0.1%
17053	1	< 0.1%
23198	1	< 0.1%
21151	1	< 0.1%
10912	1	< 0.1%
8865	1	< 0.1%
15010	1	< 0.1%
12963	1	< 0.1%
2724	1	< 0.1%
17037	1	< 0.1%
4743	1	< 0.1%
19052	1	< 0.1%
6790	1	< 0.1%
Other values (23165)	23165	99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
23432	1	< 0.1%
23431	1	< 0.1%
23430	1	< 0.1%
23429	1	< 0.1%
23428	1	< 0.1%
23427	1	< 0.1%
23426	1	< 0.1%
23425	1	< 0.1%
23424	1	< 0.1%
23423	1	< 0.1%

Age
Real number (ℝ_≥0)

Distinct count	43
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	36.922940922811556
Minimum	18
Maximum	60
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	18
5-th percentile	24
Q1	30
median	36
Q3	43
95-th percentile	54
Maximum	60
Range	42
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.116306612
Coefficient of variation (CV)	0.2469008802
Kurtosis	-0.4101942588
Mean	36.92294092
Median Absolute Deviation (MAD)	6
Skewness	0.4094278734
Sum	856243
Variance	83.10704625

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
35	1218	5.3%
34	1210	5.2%
36	1101	4.7%
31	1079	4.7%
29	1073	4.6%
32	956	4.1%
30	950	4.1%
38	941	4.1%
33	917	4.0%
40	871	3.8%
37	791	3.4%
27	772	3.3%
28	752	3.2%
42	734	3.2%
39	659	2.8%
45	644	2.8%
41	640	2.8%
26	598	2.6%
44	525	2.3%
46	518	2.2%
43	511	2.2%
50	477	2.1%
24	416	1.8%
25	411	1.8%
47	383	1.7%
Other values (18)	4043	17.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
18	127	0.5%
19	130	0.6%
20	174	0.8%
21	208	0.9%
22	257	1.1%
23	223	1.0%
24	416	1.8%
25	411	1.8%
26	598	2.6%
27	772	3.3%

Value	Count	Frequency (%)
60	80	0.3%
59	148	0.6%
58	223	1.0%
57	61	0.3%
56	220	0.9%
55	328	1.4%
54	285	1.2%
53	308	1.3%
52	287	1.2%
51	301	1.3%

Attrition
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

0	19527
1	3663

Frequency Table

Value	Count	Frequency (%)
0	19527	84.2%
1	3663	15.8%

BusinessTravel
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

2	16443
1	4376
0	2371

Value	Count	Frequency (%)
2	16443	70.9%
1	4376	18.9%
0	2371	10.2%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
2	16443	70.9%
1	4376	18.9%
0	2371	10.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23190	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
2	16443	70.9%
1	4376	18.9%
0	2371	10.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	23190	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
2	16443	70.9%
1	4376	18.9%
0	2371	10.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23190	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
2	16443	70.9%
1	4376	18.9%
0	2371	10.2%

DailyRate
Real number (ℝ_≥0)

Distinct count	883
Unique (%)	3.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	802.2463130659767
Minimum	102.0
Maximum	1499.0
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	102
5-th percentile	164
Q1	465
median	802
Q3	1157
95-th percentile	1423
Maximum	1499
Range	1397
Interquartile range (IQR)	692

Descriptive statistics

Standard deviation	403.2073749
Coefficient of variation (CV)	0.5025979782
Kurtosis	-1.204819311
Mean	802.2463131
Median Absolute Deviation (MAD)	344.5
Skewness	-0.005304453072
Sum	18604092
Variance	162576.1872

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
691	99	0.4%
1329	80	0.3%
408	80	0.3%
329	79	0.3%
530	78	0.3%
1082	77	0.3%
427	68	0.3%
334	67	0.3%
827	65	0.3%
688	64	0.3%
350	64	0.3%
117	64	0.3%
575	64	0.3%
1157	64	0.3%
950	64	0.3%
1146	64	0.3%
267	64	0.3%
465	64	0.3%
1125	64	0.3%
589	64	0.3%
1469	64	0.3%
147	63	0.3%
933	63	0.3%
829	63	0.3%
906	63	0.3%
Other values (858)	21477	92.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
102	16	0.1%
103	18	0.1%
104	16	0.1%
105	15	0.1%
106	16	0.1%
107	15	0.1%
109	15	0.1%
111	45	0.2%
115	16	0.1%
116	32	0.1%

Value	Count	Frequency (%)
1499	15	0.1%
1498	16	0.1%
1496	32	0.1%
1495	48	0.2%
1492	15	0.1%
1490	62	0.3%
1488	15	0.1%
1485	46	0.2%
1482	16	0.1%
1480	32	0.1%

Department
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

1	15125
2	7056
0	1009

Value	Count	Frequency (%)
1	15125	65.2%
2	7056	30.4%
0	1009	4.4%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	15125	65.2%
2	7056	30.4%
0	1009	4.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23190	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	15125	65.2%
2	7056	30.4%
0	1009	4.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	23190	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	15125	65.2%
2	7056	30.4%
0	1009	4.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23190	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	15125	65.2%
2	7056	30.4%
0	1009	4.4%

DistanceFromHome
Real number (ℝ_≥0)

Distinct count	29
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	9.188486416558861
Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	7
Q3	14
95-th percentile	26
Maximum	29
Range	28
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	8.098394237
Coefficient of variation (CV)	0.8813632485
Kurtosis	-0.2170633757
Mean	9.188486417
Median Absolute Deviation (MAD)	5
Skewness	0.9607209253
Sum	213081
Variance	65.58398921

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	3302	14.2%
1	3277	14.1%
10	1359	5.9%
3	1346	5.8%
7	1330	5.7%
9	1325	5.7%
8	1270	5.5%
5	1023	4.4%
4	1014	4.4%
6	938	4.0%
16	500	2.2%
11	461	2.0%
24	430	1.9%
29	429	1.8%
23	428	1.8%
18	418	1.8%
15	416	1.8%
26	395	1.7%
25	390	1.7%
20	375	1.6%
28	363	1.6%
19	351	1.5%
14	333	1.4%
12	330	1.4%
22	304	1.3%
Other values (4)	1083	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3277	14.1%
2	3302	14.2%
3	1346	5.8%
4	1014	4.4%
5	1023	4.4%
6	938	4.0%
7	1330	5.7%
8	1270	5.5%
9	1325	5.7%
10	1359	5.9%

Value	Count	Frequency (%)
29	429	1.8%
28	363	1.6%
27	194	0.8%
26	395	1.7%
25	390	1.7%
24	430	1.9%
23	428	1.8%
22	304	1.3%
21	285	1.2%
20	375	1.6%

Education
Real number (ℝ_≥0)

Distinct count	5
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.908753773178094
Minimum	1.0
Maximum	5.0
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	4
Maximum	5
Range	4
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.024915429
Coefficient of variation (CV)	0.3523555132
Kurtosis	-0.5688007436
Mean	2.908753773
Median Absolute Deviation (MAD)	1
Skewness	-0.285631053
Sum	67454
Variance	1.050451636

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
3	9006	38.8%
4	6256	27.0%
2	4472	19.3%
1	2703	11.7%
5	753	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2703	11.7%
2	4472	19.3%
3	9006	38.8%
4	6256	27.0%
5	753	3.2%

Value	Count	Frequency (%)
5	753	3.2%
4	6256	27.0%
3	9006	38.8%
2	4472	19.3%
1	2703	11.7%

EducationField
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.2420871065114274
Minimum	0
Maximum	6
Zeros	441
Zeros (%)	1.9%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.329382194
Coefficient of variation (CV)	0.5929217425
Kurtosis	-0.6833633972
Mean	2.242087107
Median Absolute Deviation (MAD)	1
Skewness	0.5513050087
Sum	51994
Variance	1.767257018

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	9571	41.3%
3	7296	31.5%
2	2524	10.9%
5	2053	8.9%
4	1304	5.6%
0	441	1.9%
6	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	441	1.9%
1	9571	41.3%
2	2524	10.9%
3	7296	31.5%
4	1304	5.6%
5	2053	8.9%
6	1	< 0.1%

Value	Count	Frequency (%)
6	1	< 0.1%
5	2053	8.9%
4	1304	5.6%
3	7296	31.5%
2	2524	10.9%
1	9571	41.3%
0	441	1.9%

EnvironmentSatisfaction
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

3	7142
4	7038
1	4524
2	4486

Value	Count	Frequency (%)
3	7142	30.8%
4	7038	30.3%
1	4524	19.5%
2	4486	19.3%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	7142	10.3%
4	7038	10.1%
1	4524	6.5%
2	4486	6.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46380	66.7%
Other Punctuation	23190	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23190	50.0%
3	7142	15.4%
4	7038	15.2%
1	4524	9.8%
2	4486	9.7%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69570	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	7142	10.3%
4	7038	10.1%
1	4524	6.5%
2	4486	6.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69570	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	7142	10.3%
4	7038	10.1%
1	4524	6.5%
2	4486	6.4%

Gender
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

1	13907
0	9283

Frequency Table

Value	Count	Frequency (%)
1	13907	60.0%
0	9283	40.0%

HourlyRate
Real number (ℝ_≥0)

Distinct count	71
Unique (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	65.85774040534713
Minimum	30
Maximum	100
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	30
5-th percentile	33
Q1	48
median	66
Q3	83
95-th percentile	97
Maximum	100
Range	70
Interquartile range (IQR)	35

Descriptive statistics

Standard deviation	20.33531248
Coefficient of variation (CV)	0.3087763466
Kurtosis	-1.19709654
Mean	65.85774041
Median Absolute Deviation (MAD)	18
Skewness	-0.03516672052
Sum	1527241
Variance	413.5249336

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
66	478	2.1%
84	441	1.9%
48	440	1.9%
42	439	1.9%
96	434	1.9%
98	431	1.9%
79	429	1.8%
87	415	1.8%
57	410	1.8%
56	405	1.7%
52	404	1.7%
32	403	1.7%
54	399	1.7%
72	397	1.7%
92	395	1.7%
46	394	1.7%
73	382	1.6%
43	377	1.6%
45	375	1.6%
82	374	1.6%
78	369	1.6%
81	363	1.6%
95	363	1.6%
60	362	1.6%
62	360	1.6%
Other values (46)	13151	56.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
30	290	1.3%
31	242	1.0%
32	403	1.7%
33	305	1.3%
34	189	0.8%
35	284	1.2%
36	287	1.2%
37	296	1.3%
38	206	0.9%
39	270	1.2%

Value	Count	Frequency (%)
100	286	1.2%
99	312	1.3%
98	431	1.9%
97	333	1.4%
96	434	1.9%
95	363	1.6%
94	357	1.5%
93	257	1.1%
92	395	1.7%
91	283	1.2%

JobInvolvement
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

3	13723
2	5903
4	2261
1	1303

Value	Count	Frequency (%)
3	13723	59.2%
2	5903	25.5%
4	2261	9.7%
1	1303	5.6%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	13723	19.7%
2	5903	8.5%
4	2261	3.2%
1	1303	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46380	66.7%
Other Punctuation	23190	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23190	50.0%
3	13723	29.6%
2	5903	12.7%
4	2261	4.9%
1	1303	2.8%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69570	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	13723	19.7%
2	5903	8.5%
4	2261	3.2%
1	1303	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69570	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	13723	19.7%
2	5903	8.5%
4	2261	3.2%
1	1303	1.9%

JobRole
Real number (ℝ_≥0)

ZEROS

Distinct count	9
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.440922811556706
Minimum	0
Maximum	8
Zeros	2077
Zeros (%)	9.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	7
95-th percentile	8
Maximum	8
Range	8
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.458825311
Coefficient of variation (CV)	0.5536744085
Kurtosis	-1.194407691
Mean	4.440922812
Median Absolute Deviation (MAD)	2
Skewness	-0.3472185553
Sum	102985
Variance	6.045821909

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	5057	21.8%
6	4592	19.8%
2	4100	17.7%
4	2361	10.2%
0	2077	9.0%
3	1585	6.8%
8	1299	5.6%
5	1281	5.5%
1	838	3.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2077	9.0%
1	838	3.6%
2	4100	17.7%
3	1585	6.8%
4	2361	10.2%
5	1281	5.5%
6	4592	19.8%
7	5057	21.8%
8	1299	5.6%

Value	Count	Frequency (%)
8	1299	5.6%
7	5057	21.8%
6	4592	19.8%
5	1281	5.5%
4	2361	10.2%
3	1585	6.8%
2	4100	17.7%
1	838	3.6%
0	2077	9.0%

JobSatisfaction
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

3	7209
2	7019
0	4560
1	4402

Value	Count	Frequency (%)
3	7209	31.1%
2	7019	30.3%
0	4560	19.7%
1	4402	19.0%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
3	7209	31.1%
2	7019	30.3%
0	4560	19.7%
1	4402	19.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23190	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
3	7209	31.1%
2	7019	30.3%
0	4560	19.7%
1	4402	19.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	23190	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
3	7209	31.1%
2	7019	30.3%
0	4560	19.7%
1	4402	19.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23190	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
3	7209	31.1%
2	7019	30.3%
0	4560	19.7%
1	4402	19.0%

MaritalStatus
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

1	10613
2	7411
0	5166

Value	Count	Frequency (%)
1	10613	45.8%
2	7411	32.0%
0	5166	22.3%

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Overview of Unicode Properties

Unique unicode characters	3
Unique unicode categories (?)	1
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
1	10613	45.8%
2	7411	32.0%
0	5166	22.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	23190	100.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	10613	45.8%
2	7411	32.0%
0	5166	22.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	23190	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
1	10613	45.8%
2	7411	32.0%
0	5166	22.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	23190	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
1	10613	45.8%
2	7411	32.0%
0	5166	22.3%

MonthlyIncome
Real number (ℝ_≥0)

Distinct count	1349
Unique (%)	5.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6507.905519620526
Minimum	1009
Maximum	19999
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	1009
5-th percentile	2101.7
Q1	2911
median	4936
Q3	8380
95-th percentile	17856
Maximum	19999
Range	18990
Interquartile range (IQR)	5469

Descriptive statistics

Standard deviation	4706.369675
Coefficient of variation (CV)	0.7231773204
Kurtosis	0.9924438432
Mean	6507.90552
Median Absolute Deviation (MAD)	2208
Skewness	1.367107101
Sum	150918329
Variance	22149915.52

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2342	66	0.3%
2559	54	0.2%
5562	48	0.2%
6347	48	0.2%
2741	48	0.2%
2610	48	0.2%
2380	48	0.2%
2451	47	0.2%
2404	46	0.2%
3452	46	0.2%
6142	46	0.2%
2693	45	0.2%
7756	41	0.2%
4898	38	0.2%
5204	38	0.2%
3162	38	0.2%
2028	37	0.2%
9980	37	0.2%
2911	36	0.2%
10096	34	0.1%
2044	33	0.1%
3294	33	0.1%
2377	33	0.1%
5405	33	0.1%
4941	32	0.1%
Other values (1324)	22137	95.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1009	16	0.1%
1051	15	0.1%
1052	16	0.1%
1081	16	0.1%
1091	16	0.1%
1102	15	0.1%
1118	16	0.1%
1129	14	0.1%
1200	15	0.1%
1223	15	0.1%

Value	Count	Frequency (%)
19999	16	0.1%
19973	16	0.1%
19943	16	0.1%
19926	16	0.1%
19859	16	0.1%
19847	16	0.1%
19845	16	0.1%
19833	15	0.1%
19740	16	0.1%
19717	16	0.1%

MonthlyRate
Real number (ℝ_≥0)

Distinct count	1427
Unique (%)	6.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14302.076757222942
Minimum	2094.0
Maximum	26999.0
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	2094
5-th percentile	3376
Q1	8053
median	14222
Q3	20460
95-th percentile	25388
Maximum	26999
Range	24905
Interquartile range (IQR)	12407

Descriptive statistics

Standard deviation	7100.061799
Coefficient of variation (CV)	0.4964357218
Kurtosis	-1.214388252
Mean	14302.07676
Median Absolute Deviation (MAD)	6204
Skewness	0.01885809996
Sum	331665160
Variance	50410877.55

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
9150	53	0.2%
4223	48	0.2%
19373	34	0.1%
6319	32	0.1%
11737	32	0.1%
2755	32	0.1%
7744	32	0.1%
12858	32	0.1%
24444	32	0.1%
3339	32	0.1%
23016	32	0.1%
6069	32	0.1%
6670	32	0.1%
16154	32	0.1%
11652	32	0.1%
2125	32	0.1%
20284	32	0.1%
21981	32	0.1%
15891	32	0.1%
22074	32	0.1%
9096	32	0.1%
21534	32	0.1%
9558	31	0.1%
6881	31	0.1%
12355	31	0.1%
Other values (1402)	22354	96.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2094	16	0.1%
2097	15	0.1%
2104	16	0.1%
2112	15	0.1%
2122	16	0.1%
2125	32	0.1%
2137	16	0.1%
2227	16	0.1%
2243	16	0.1%
2253	16	0.1%

Value	Count	Frequency (%)
26999	16	0.1%
26997	14	0.1%
26968	16	0.1%
26959	15	0.1%
26956	16	0.1%
26933	16	0.1%
26914	16	0.1%
26897	15	0.1%
26894	15	0.1%
26862	15	0.1%

NumCompaniesWorked
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.688702026735662
Minimum	0.0
Maximum	9.0
Zeros	3144
Zeros (%)	13.6%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.498330461
Coefficient of variation (CV)	0.9291957369
Kurtosis	0.002593558123
Mean	2.688702027
Median Absolute Deviation (MAD)	1
Skewness	1.025302724
Sum	62351
Variance	6.241655092

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	8209	35.4%
0	3144	13.6%
3	2493	10.8%
2	2303	9.9%
4	2181	9.4%
7	1167	5.0%
6	1104	4.8%
5	994	4.3%
9	810	3.5%
8	785	3.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3144	13.6%
1	8209	35.4%
2	2303	9.9%
3	2493	10.8%
4	2181	9.4%
5	994	4.3%
6	1104	4.8%
7	1167	5.0%
8	785	3.4%
9	810	3.5%

Value	Count	Frequency (%)
9	810	3.5%
8	785	3.4%
7	1167	5.0%
6	1104	4.8%
5	994	4.3%
4	2181	9.4%
3	2493	10.8%
2	2303	9.9%
1	8209	35.4%
0	3144	13.6%

OverTime
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

0	16626
1	6564

Frequency Table

Value	Count	Frequency (%)
0	16626	71.7%
1	6564	28.3%

PercentSalaryHike
Real number (ℝ_≥0)

Distinct count	15
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	15.215265200517464
Minimum	11
Maximum	25
Zeros	0
Zeros (%)	0.0%
Memory size	181.3 KiB

Quantile statistics

Minimum	11
5-th percentile	11
Q1	12
median	14
Q3	18
95-th percentile	22
Maximum	25
Range	14
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.660004876
Coefficient of variation (CV)	0.2405482144
Kurtosis	-0.3092292942
Mean	15.2152652
Median Absolute Deviation (MAD)	2
Skewness	0.817787238
Sum	352842
Variance	13.39563569

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
13	3317	14.3%
11	3316	14.3%
14	3180	13.7%
12	3086	13.3%
15	1578	6.8%
18	1400	6.0%
17	1302	5.6%
16	1235	5.3%
19	1203	5.2%
22	883	3.8%
20	864	3.7%
21	765	3.3%
23	443	1.9%
24	338	1.5%
25	280	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
11	3316	14.3%
12	3086	13.3%
13	3317	14.3%
14	3180	13.7%
15	1578	6.8%
16	1235	5.3%
17	1302	5.6%
18	1400	6.0%
19	1203	5.2%
20	864	3.7%

Value	Count	Frequency (%)
25	280	1.2%
24	338	1.5%
23	443	1.9%
22	883	3.8%
21	765	3.3%
20	864	3.7%
19	1203	5.2%
18	1400	6.0%
17	1302	5.6%
16	1235	5.3%

PerformanceRating
Categorical

Distinct count	2
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

3	19590
4	3600

Value	Count	Frequency (%)
3	19590	84.5%
4	3600	15.5%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	4
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	19590	28.2%
4	3600	5.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46380	66.7%
Other Punctuation	23190	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23190	50.0%
3	19590	42.2%
4	3600	7.8%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69570	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	19590	28.2%
4	3600	5.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69570	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	19590	28.2%
4	3600	5.2%

RelationshipSatisfaction
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

3	7216
4	6834
2	4802
1	4338

Value	Count	Frequency (%)
3	7216	31.1%
4	6834	29.5%
2	4802	20.7%
1	4338	18.7%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	7216	10.4%
4	6834	9.8%
2	4802	6.9%
1	4338	6.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46380	66.7%
Other Punctuation	23190	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23190	50.0%
3	7216	15.6%
4	6834	14.7%
2	4802	10.4%
1	4338	9.4%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69570	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	7216	10.4%
4	6834	9.8%
2	4802	6.9%
1	4338	6.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69570	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	7216	10.4%
4	6834	9.8%
2	4802	6.9%
1	4338	6.2%

StockOptionLevel
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

0	9938
1	9407
2	2519
3	1326

Value	Count	Frequency (%)
0	9938	42.9%
1	9407	40.6%
2	2519	10.9%
3	1326	5.7%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	5
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	33128	47.6%
.	23190	33.3%
1	9407	13.5%
2	2519	3.6%
3	1326	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46380	66.7%
Other Punctuation	23190	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	33128	71.4%
1	9407	20.3%
2	2519	5.4%
3	1326	2.9%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69570	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	33128	47.6%
.	23190	33.3%
1	9407	13.5%
2	2519	3.6%
3	1326	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69570	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	33128	47.6%
.	23190	33.3%
1	9407	13.5%
2	2519	3.6%
3	1326	1.9%

TotalWorkingYears
Real number (ℝ_≥0)

Distinct count	40
Unique (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.26921086675291
Minimum	0.0
Maximum	40.0
Zeros	202
Zeros (%)	0.9%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	10
Q3	15
95-th percentile	28
Maximum	40
Range	40
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	7.765750658
Coefficient of variation (CV)	0.689112197
Kurtosis	0.9147370578
Mean	11.26921087
Median Absolute Deviation (MAD)	4
Skewness	1.113724542
Sum	261333
Variance	60.30688329

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
10	3214	13.9%
6	1970	8.5%
8	1626	7.0%
9	1525	6.6%
5	1381	6.0%
7	1274	5.5%
1	1264	5.5%
4	978	4.2%
12	751	3.2%
3	665	2.9%
15	617	2.7%
16	610	2.6%
11	567	2.4%
13	566	2.4%
21	536	2.3%
17	511	2.2%
14	486	2.1%
2	482	2.1%
20	476	2.1%
18	423	1.8%
23	352	1.5%
19	349	1.5%
22	327	1.4%
24	286	1.2%
26	221	1.0%
Other values (15)	1733	7.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	202	0.9%
1	1264	5.5%
2	482	2.1%
3	665	2.9%
4	978	4.2%
5	1381	6.0%
6	1970	8.5%
7	1274	5.5%
8	1626	7.0%
9	1525	6.6%

Value	Count	Frequency (%)
40	35	0.2%
38	16	0.1%
37	55	0.2%
36	90	0.4%
35	45	0.2%
34	81	0.3%
33	110	0.5%
32	148	0.6%
31	146	0.6%
30	103	0.4%

TrainingTimesLastYear
Real number (ℝ_≥0)

ZEROS

Distinct count	7
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.7988788270806384
Minimum	0.0
Maximum	6.0
Zeros	854
Zeros (%)	3.7%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	5
Maximum	6
Range	6
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.289952462
Coefficient of variation (CV)	0.4608818536
Kurtosis	0.49228502
Mean	2.798878827
Median Absolute Deviation (MAD)	1
Skewness	0.5549557832
Sum	64906
Variance	1.663977353

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	8641	37.3%
3	7729	33.3%
4	1949	8.4%
5	1861	8.0%
1	1120	4.8%
6	1036	4.5%
0	854	3.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	854	3.7%
1	1120	4.8%
2	8641	37.3%
3	7729	33.3%
4	1949	8.4%
5	1861	8.0%
6	1036	4.5%

Value	Count	Frequency (%)
6	1036	4.5%
5	1861	8.0%
4	1949	8.4%
3	7729	33.3%
2	8641	37.3%
1	1120	4.8%
0	854	3.7%

WorkLifeBalance
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	181.3 KiB

3	14099
2	5428
4	2409
1	1254

Value	Count	Frequency (%)
3	14099	60.8%
2	5428	23.4%
4	2409	10.4%
1	1254	5.4%

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories (?)	2
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	14099	20.3%
2	5428	7.8%
4	2409	3.5%
1	1254	1.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	46380	66.7%
Other Punctuation	23190	33.3%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	23190	50.0%
3	14099	30.4%
2	5428	11.7%
4	2409	5.2%
1	1254	2.7%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	23190	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	69570	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	14099	20.3%
2	5428	7.8%
4	2409	3.5%
1	1254	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	69570	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
.	23190	33.3%
0	23190	33.3%
3	14099	20.3%
2	5428	7.8%
4	2409	3.5%
1	1254	1.8%

YearsInCurrentRole
Real number (ℝ_≥0)

ZEROS

Distinct count	19
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.230530401034929
Minimum	0.0
Maximum	18.0
Zeros	3877
Zeros (%)	16.7%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	3
Q3	7
95-th percentile	11
Maximum	18
Range	18
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.626983938
Coefficient of variation (CV)	0.8573355097
Kurtosis	0.4707190348
Mean	4.230530401
Median Absolute Deviation (MAD)	3
Skewness	0.9158283975
Sum	98106
Variance	13.15501248

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	5878	25.3%
0	3877	16.7%
7	3488	15.0%
3	2121	9.1%
4	1611	6.9%
8	1415	6.1%
9	1063	4.6%
1	875	3.8%
6	589	2.5%
5	585	2.5%
10	452	1.9%
11	358	1.5%
13	218	0.9%
14	174	0.8%
12	148	0.6%
15	133	0.6%
16	110	0.5%
17	63	0.3%
18	32	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3877	16.7%
1	875	3.8%
2	5878	25.3%
3	2121	9.1%
4	1611	6.9%
5	585	2.5%
6	589	2.5%
7	3488	15.0%
8	1415	6.1%
9	1063	4.6%

Value	Count	Frequency (%)
18	32	0.1%
17	63	0.3%
16	110	0.5%
15	133	0.6%
14	174	0.8%
13	218	0.9%
12	148	0.6%
11	358	1.5%
10	452	1.9%
9	1063	4.6%

YearsSinceLastPromotion
Real number (ℝ_≥0)

ZEROS

Distinct count	16
Unique (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.1821905993962916
Minimum	0.0
Maximum	15.0
Zeros	9178
Zeros (%)	39.6%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	9
Maximum	15
Range	15
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.215754567
Coefficient of variation (CV)	1.473635973
Kurtosis	3.626513336
Mean	2.182190599
Median Absolute Deviation (MAD)	1
Skewness	1.987481318
Sum	50605
Variance	10.34107744

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	9178	39.6%
1	5624	24.3%
2	2514	10.8%
7	1206	5.2%
4	954	4.1%
3	835	3.6%
5	703	3.0%
6	501	2.2%
11	374	1.6%
8	281	1.2%
9	266	1.1%
15	204	0.9%
13	157	0.7%
12	155	0.7%
14	143	0.6%
10	95	0.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9178	39.6%
1	5624	24.3%
2	2514	10.8%
3	835	3.6%
4	954	4.1%
5	703	3.0%
6	501	2.2%
7	1206	5.2%
8	281	1.2%
9	266	1.1%

Value	Count	Frequency (%)
15	204	0.9%
14	143	0.6%
13	157	0.7%
12	155	0.7%
11	374	1.6%
10	95	0.4%
9	266	1.1%
8	281	1.2%
7	1206	5.2%
6	501	2.2%

Employee Source
Real number (ℝ_≥0)

ZEROS

Distinct count	10
Unique (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.630185424752048
Minimum	0
Maximum	9
Zeros	2103
Zeros (%)	9.1%
Memory size	181.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	6
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.653754146
Coefficient of variation (CV)	0.7310244065
Kurtosis	-1.174607495
Mean	3.630185425
Median Absolute Deviation (MAD)	2
Skewness	0.3423800113
Sum	84184
Variance	7.042411066

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	5355	23.1%
8	3641	15.7%
3	2507	10.8%
4	2397	10.3%
5	2314	10.0%
6	2306	9.9%
2	2157	9.3%
0	2103	9.1%
7	409	1.8%
9	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2103	9.1%
1	5355	23.1%
2	2157	9.3%
3	2507	10.8%
4	2397	10.3%
5	2314	10.0%
6	2306	9.9%
7	409	1.8%
8	3641	15.7%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
8	3641	15.7%
7	409	1.8%
6	2306	9.9%
5	2314	10.0%
4	2397	10.3%
3	2507	10.8%
2	2157	9.3%
1	5355	23.1%
0	2103	9.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

First rows

	df_index	Age	Attrition	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EnvironmentSatisfaction	HourlyRate	JobInvolvement	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	OverTime	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsInCurrentRole	YearsSinceLastPromotion	Employee Source
0	0	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	8.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
1	1	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	4.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
2	2	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	8.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
3	3	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	4.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
4	4	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	8.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
5	5	41	1	2	1102.0	2	1	2.0	1	4.0	33	3.0	3	2	0	14756	19730.0	2.0	1	14	3.0	3.0	3.0	21.0	2.0	3.0	0.0	0.0	1
6	6	41	1	2	1102.0	2	1	2.0	1	1.0	41	3.0	3	0	1	19566	3854.0	5.0	0	11	3.0	4.0	0.0	33.0	5.0	1.0	8.0	11.0	3
7	7	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	4.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
8	8	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	8.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7
9	9	41	1	2	1102.0	2	1	2.0	1	2.0	94	3.0	7	3	2	5993	19479.0	4.0	1	11	3.0	1.0	0.0	8.0	0.0	1.0	4.0	0.0	7

Last rows

	df_index	Age	BusinessTravel	DailyRate	Department	DistanceFromHome	Education	EducationField	EnvironmentSatisfaction	Gender	HourlyRate	JobInvolvement	JobRole	JobSatisfaction	MaritalStatus	MonthlyIncome	MonthlyRate	NumCompaniesWorked	PercentSalaryHike	PerformanceRating	RelationshipSatisfaction	StockOptionLevel	TotalWorkingYears	TrainingTimesLastYear	WorkLifeBalance	YearsInCurrentRole	YearsSinceLastPromotion	Employee Source
23180	23423	60	2	370.0	1	1	4.0	3	4.0	0	88	3.0	5	1	2	16413	3498.0	3.0	16	3.0	2.0	2.0	27.0	2.0	3.0	2.0	1.0	4
23181	23424	60	2	370.0	1	1	4.0	1	4.0	0	88	3.0	5	1	1	16413	3498.0	1.0	16	3.0	2.0	2.0	27.0	2.0	3.0	2.0	1.0	4
23182	23425	60	2	370.0	1	1	4.0	3	3.0	1	92	1.0	0	3	0	10883	20467.0	3.0	20	3.0	3.0	1.0	19.0	2.0	4.0	0.0	0.0	1
23183	23426	60	2	370.0	1	1	4.0	1	3.0	1	92	1.0	0	3	0	10883	20467.0	0.0	20	3.0	3.0	1.0	19.0	2.0	4.0	0.0	0.0	1
23184	23427	60	2	370.0	1	1	4.0	3	3.0	1	92	1.0	0	3	2	10883	20467.0	3.0	20	4.0	3.0	1.0	20.0	2.0	3.0	7.0	2.0	1
23185	23428	60	2	370.0	1	1	4.0	1	3.0	1	92	1.0	0	3	0	10883	20467.0	0.0	20	4.0	3.0	1.0	19.0	2.0	4.0	0.0	0.0	1
23186	23429	60	2	370.0	1	1	4.0	3	3.0	1	92	1.0	0	3	0	10883	20467.0	3.0	20	3.0	3.0	1.0	19.0	2.0	4.0	0.0	0.0	1
23187	23430	60	2	370.0	1	1	4.0	1	3.0	1	92	1.0	0	3	0	10883	20467.0	0.0	20	3.0	3.0	1.0	19.0	2.0	4.0	0.0	0.0	1
23188	23431	60	2	370.0	1	1	4.0	3	3.0	1	92	1.0	0	3	2	10883	20467.0	3.0	20	4.0	3.0	1.0	20.0	2.0	3.0	7.0	2.0	1
23189	23432	60	2	370.0	1	1	4.0	1	3.0	1	92	1.0	0	3	0	10883	20467.0	0.0	20	4.0	3.0	1.0	19.0	2.0	4.0	0.0	0.0	1

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations